Visualization and measurement of emotional intelligence based on fuzzy inference

Kewei Chen, Fangyan Dong, Kaoru Hirota

科研成果: 书/报告/会议事项章节会议稿件同行评审

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摘要

A visualization method of users' emotion information is proposed for long distance interaction such as telecommuting and distance learning, where 3D emotion vectors in Affinity Pleasure-Arousal space are illustrated by using shape-brightness-size (SBS) figure. It gives users easily understandable emotional profile information and provides administrator strategic suggestion to improve the interaction between the users and the system. A distance education system is designed based on fuzzy inference, where visualized atmosphere information is shared by all learners in a virtual classroom. It provides high aspirations, low isolated feeling, low stress, and high affinity to learners, and offers learner's psychological information, individual difference information, and hints of system improvement to system managers. For visualizing emotional information, two experiments between 7 basic emotions and 7 SBS figures for 8 subjectsaredone,83.93% matching is achieved, and the administrator finds contents improvement hint in the questionnaire of emotions for 5 reading-text-tasks by 8 subjects. It is planning to be implemented in a language learning application to provide a more comfortable learning experience by contents selection based on user's emotion. The effect of visualized atmosphere information to learner's psychological states is confirmed by T score Anger-Hostility (A-H) of POMS test for 15 graduate students using CAI contents, and comparison experiment with traditional distance education in terms of paired t-test obtains p-value 0.011 of A-H. The proposal of atmosphere information presentation of virtual classroom provides a first step of establishing over face-to-face distance education system.

源语言英语
主期刊名DISA 2018 - IEEE World Symposium on Digital Intelligence for Systems and Machines, Proceedings
编辑Peter Sincak, Jan Paralic, Laszlo Kovacs, XenFu Wang
出版商Institute of Electrical and Electronics Engineers Inc.
45-54
页数10
ISBN(电子版)9781538651025
DOI
出版状态已出版 - 11 10月 2018
活动1st IEEE World Symposium on Digital Intelligence for Systems and Machines, DISA 2018 - Kosice, 斯洛伐克
期限: 23 8月 201825 8月 2018

出版系列

姓名DISA 2018 - IEEE World Symposium on Digital Intelligence for Systems and Machines, Proceedings

会议

会议1st IEEE World Symposium on Digital Intelligence for Systems and Machines, DISA 2018
国家/地区斯洛伐克
Kosice
时期23/08/1825/08/18

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引用此

Chen, K., Dong, F., & Hirota, K. (2018). Visualization and measurement of emotional intelligence based on fuzzy inference. 在 P. Sincak, J. Paralic, L. Kovacs, & X. Wang (编辑), DISA 2018 - IEEE World Symposium on Digital Intelligence for Systems and Machines, Proceedings (页码 45-54). 文章 8490599 (DISA 2018 - IEEE World Symposium on Digital Intelligence for Systems and Machines, Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/DISA.2018.8490599